Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "117" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 69 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 67 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459885 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.337002 | 23.082248 | 62.229186 | 65.674176 | 14.090600 | 19.336940 | 16.519604 | 12.494786 | 0.0266 | 0.0254 | 0.0008 | nan | nan |
| 2459884 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.276035 | 13.308502 | 11.659939 | 12.615843 | 7.965048 | 9.869477 | 1.225372 | 3.319598 | 0.0274 | 0.0302 | 0.0017 | nan | nan |
| 2459883 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 15.859855 | 18.416887 | 56.225293 | 59.132535 | 7.859202 | 10.775550 | 4.209879 | 10.045477 | 0.0272 | 0.0316 | 0.0027 | nan | nan |
| 2459882 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459881 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.870956 | 17.133487 | 71.668435 | 75.712585 | 22.038647 | 30.597408 | 7.472612 | 21.913037 | 0.0276 | 0.0311 | 0.0023 | nan | nan |
| 2459880 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.113901 | 20.856728 | 59.348550 | 62.207994 | 6.735442 | 9.224108 | 2.089368 | 4.447404 | 0.0274 | 0.0306 | 0.0020 | nan | nan |
| 2459879 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 9.494803 | 11.321427 | 10.438409 | 11.296779 | 1.350782 | 2.017032 | 1.842173 | 4.623612 | 0.0262 | 0.0252 | 0.0008 | nan | nan |
| 2459878 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 16.320045 | 18.608886 | 71.849944 | 75.230192 | 11.554745 | 15.778171 | 7.005179 | 13.433663 | 0.0270 | 0.0287 | 0.0015 | nan | nan |
| 2459876 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.479039 | 21.037263 | 51.688106 | 55.180976 | 29.935190 | 44.096823 | 6.031413 | 11.804332 | 0.0278 | 0.0328 | 0.0044 | nan | nan |
| 2459875 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.464191 | 22.595902 | 67.749538 | 71.732346 | 13.481554 | 20.749349 | 3.575045 | 11.060534 | 0.0278 | 0.0321 | 0.0039 | nan | nan |
| 2459874 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 27.496983 | 31.817148 | 35.276841 | 37.697335 | 18.355711 | 27.501217 | 4.356109 | 8.600461 | 0.0275 | 0.0322 | 0.0041 | nan | nan |
| 2459873 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.702037 | 23.677447 | 45.707292 | 48.745898 | 7.374684 | 11.270164 | 2.343982 | 5.066059 | 0.0283 | 0.0329 | 0.0038 | nan | nan |
| 2459872 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.070655 | 21.011849 | 58.544031 | 62.553406 | 20.302254 | 31.515391 | 2.719774 | 5.381285 | 0.0278 | 0.0298 | 0.0022 | nan | nan |
| 2459871 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.498911 | 17.202211 | 63.124378 | 66.786059 | 18.186686 | 25.999439 | 1.568660 | 3.127767 | 0.0277 | 0.0309 | 0.0031 | nan | nan |
| 2459870 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 24.474028 | 28.319430 | 47.440277 | 50.345479 | 11.045006 | 18.251421 | 5.113889 | 8.926039 | 0.0273 | 0.0310 | 0.0031 | nan | nan |
| 2459869 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.613325 | 22.766893 | 47.429931 | 50.045702 | 15.979712 | 23.100610 | 5.994377 | 7.863425 | 0.0278 | 0.0326 | 0.0042 | nan | nan |
| 2459868 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 22.304365 | 26.017723 | 71.870193 | 75.851339 | 10.943874 | 17.145700 | 4.221099 | 9.615364 | 0.0275 | 0.0319 | 0.0036 | nan | nan |
| 2459867 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 15.562909 | 18.663192 | 56.403070 | 59.981774 | 5.923497 | 10.050600 | 2.733114 | 5.839415 | 0.0276 | 0.0317 | 0.0033 | nan | nan |
| 2459866 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 17.986451 | 21.231322 | 53.165985 | 56.726566 | 6.815218 | 11.346878 | 2.381233 | 3.778419 | 0.0278 | 0.0347 | 0.0054 | nan | nan |
| 2459865 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.965871 | 24.165186 | 64.698272 | 69.251265 | 15.957774 | 24.077408 | 14.960387 | 13.676201 | 0.0276 | 0.0296 | 0.0021 | nan | nan |
| 2459864 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 24.122932 | 29.055499 | 25.856475 | 28.388254 | 8.402641 | 13.472319 | 4.658406 | 10.601366 | 0.0276 | 0.0304 | 0.0023 | nan | nan |
| 2459863 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.614176 | 17.687214 | 8.187878 | 9.153651 | 3.127101 | 5.224011 | 1.834099 | 4.474020 | 0.0273 | 0.0311 | 0.0030 | nan | nan |
| 2459862 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.523207 | 17.897548 | 29.534118 | 32.636127 | 12.499040 | 19.084122 | 1.426975 | 3.296008 | 0.0277 | 0.0328 | 0.0038 | nan | nan |
| 2459861 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.148989 | 13.360104 | 8.240079 | 9.369622 | 2.636432 | 3.329967 | 1.585610 | 4.139161 | 0.0276 | 0.0305 | 0.0026 | nan | nan |
| 2459860 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 12.199482 | 14.677408 | 24.712981 | 27.156191 | 14.903698 | 21.803902 | 1.786339 | 3.492465 | 0.0272 | 0.0304 | 0.0027 | nan | nan |
| 2459859 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 10.205199 | 12.556175 | 8.902372 | 10.055241 | 2.350371 | 2.921069 | 0.854579 | 2.401374 | 0.0277 | 0.0313 | 0.0031 | nan | nan |
| 2459858 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.094904 | 13.405770 | 9.208651 | 10.313617 | 2.424045 | 3.065838 | 1.608488 | 4.098259 | 0.0276 | 0.0313 | 0.0031 | 1.203227 | 1.197380 |
| 2459857 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.630664 | 5.219588 | 1.538341 | 2.134513 | 0.009864 | 3.872686 | 5.126125 | 14.494435 | 0.0265 | 0.0232 | 0.0017 | nan | nan |
| 2459856 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.483566 | 20.113091 | 23.225246 | 25.417648 | 6.840771 | 12.322249 | 2.767899 | 5.423829 | 0.0280 | 0.0317 | 0.0033 | 1.220251 | 1.212565 |
| 2459855 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.301739 | 19.833631 | 24.279330 | 26.354313 | 2.616631 | 4.289259 | 0.910225 | 2.210288 | 0.0279 | 0.0323 | 0.0035 | 1.191535 | 1.186320 |
| 2459854 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.389780 | 18.310327 | 18.591335 | 20.135866 | 3.737423 | 4.255295 | 3.288178 | 5.949490 | 0.0278 | 0.0318 | 0.0033 | 1.216973 | 1.211584 |
| 2459853 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.403660 | 17.543541 | 25.259488 | 27.863669 | 7.252044 | 11.133811 | 3.065071 | 5.836944 | 0.0276 | 0.0327 | 0.0042 | 1.210436 | 1.201127 |
| 2459852 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.816869 | 17.701358 | 26.216631 | 29.271484 | 15.779585 | 20.049873 | 16.674647 | 16.448426 | 0.0271 | 0.0290 | 0.0017 | 1.175586 | 1.172236 |
| 2459850 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.761424 | 20.403151 | 23.114965 | 25.920001 | 10.408912 | 19.874972 | 6.283832 | 18.831946 | 0.0275 | 0.0305 | 0.0026 | 1.199144 | 1.190040 |
| 2459849 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.987014 | 19.165618 | 46.609552 | 51.187326 | 7.196508 | 13.040229 | 3.643194 | 8.303026 | 0.0274 | 0.0316 | 0.0033 | 1.207937 | 1.199031 |
| 2459848 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.426500 | 17.077771 | 29.951169 | 33.287775 | 14.355314 | 21.888279 | 1.242887 | 4.205067 | 0.0275 | 0.0322 | 0.0039 | 1.203630 | 1.198845 |
| 2459847 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.597362 | 19.668292 | 27.972391 | 31.414819 | 21.629479 | 28.071034 | 0.120008 | 1.624866 | 0.0274 | 0.0291 | 0.0016 | 1.210893 | 1.204691 |
| 2459846 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.055186 | 28.489655 | 33.915947 | 36.343318 | 21.851918 | 21.191096 | 3.828109 | 4.726425 | 0.0272 | 0.0284 | 0.0013 | 1.188304 | 1.191179 |
| 2459845 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459844 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459843 | digital_ok | 100.00% | 100.00% | 99.45% | 0.00% | 100.00% | 0.00% | 18.171695 | 20.273842 | 15.322210 | 16.687280 | 64.382277 | 70.800352 | 0.037918 | -0.096480 | 0.0287 | 0.0928 | 0.0511 | 1.256043 | 1.277511 |
| 2459840 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.209421 | 0.680139 | 1.134739 | 1.212265 | 1.008307 | 0.314623 | -0.650405 | -2.263332 | 0.0276 | 0.0248 | 0.0022 | nan | nan |
| 2459839 | digital_ok | 100.00% | - | - | - | - | - | 0.999081 | 0.247763 | 14.500012 | 14.114862 | 4.975380 | 3.669921 | 12.999624 | 11.271941 | nan | nan | nan | nan | nan |
| 2459838 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.664051 | 20.016918 | 18.011575 | 19.562857 | 21.465975 | 31.219233 | 0.106256 | -0.096987 | 0.0284 | 0.0558 | 0.0178 | 1.173173 | 1.196367 |
| 2459836 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0554 | 0.0674 | 0.0006 | nan | nan |
| 2459835 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.331087 | 0.057206 | 2.177874 | 1.998812 | 0.561404 | -0.458385 | -0.623265 | -1.492391 | 0.0611 | 0.0628 | -0.0015 | nan | nan |
| 2459833 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.796120 | 0.712300 | 3.258206 | 3.211283 | 2.213129 | 0.004896 | -0.358469 | -1.751848 | 0.0767 | 0.0828 | 0.0016 | nan | nan |
| 2459832 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 1.053550 | 0.660086 | 3.441466 | 3.568242 | 1.142015 | -0.812564 | -0.934431 | -1.358033 | 0.8138 | 0.5430 | 0.5773 | 2.103895 | 1.651228 |
| 2459831 | digital_ok | 100.00% | 100.00% | 44.89% | 0.00% | - | - | 1.706109 | 0.155805 | 18.232628 | 17.566711 | 6.364690 | 4.960690 | -0.509843 | -1.923339 | 0.2166 | 0.2512 | 0.0564 | nan | nan |
| 2459830 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.768332 | 0.851405 | 5.508717 | 5.461893 | 3.426457 | 0.961183 | -1.067331 | -1.981150 | 0.8146 | 0.5622 | 0.5530 | 5.913226 | 5.181606 |
| 2459829 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.640250 | 0.849415 | 5.249329 | 5.302716 | 1.981477 | 0.600922 | -0.513071 | -1.526467 | 0.7541 | 0.6819 | 0.4139 | 13.573597 | 16.474962 |
| 2459828 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.654793 | 1.017515 | 4.172508 | 4.289003 | 4.446967 | 2.379093 | -1.547389 | -2.301147 | 0.8116 | 0.5633 | 0.5424 | 3.874788 | 3.670239 |
| 2459827 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.261838 | 1.046594 | 7.002217 | 7.079434 | 1.434016 | 0.396057 | 0.945010 | -0.726477 | 0.7471 | 0.6697 | 0.4298 | 12.024668 | 11.162623 |
| 2459826 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.049196 | 1.230287 | 6.040814 | 6.291068 | 6.737155 | 3.667565 | -1.150888 | -1.584958 | 0.7972 | 0.5407 | 0.5431 | 0.000000 | 0.000000 |
| 2459825 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.750120 | 1.105408 | 3.895990 | 4.078068 | 2.311273 | 1.259878 | -0.868477 | -1.012591 | 0.8031 | 0.5750 | 0.5298 | 7.383890 | 6.524702 |
| 2459824 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.122216 | 0.945873 | 4.880797 | 5.094955 | -0.798067 | -1.270677 | -0.357337 | -0.866763 | 0.6957 | 0.7307 | 0.3920 | 7.805289 | 7.031568 |
| 2459823 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.293578 | 2.307048 | 5.183036 | 5.516737 | 4.995661 | 5.092739 | -1.095148 | -1.536233 | 0.7526 | 0.6417 | 0.4844 | 166.986820 | 171.706242 |
| 2459822 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.840545 | 1.786963 | 5.677866 | 5.745628 | 4.272387 | 3.085362 | -0.919780 | -1.012424 | 0.7932 | 0.5761 | 0.5315 | 5.848053 | 5.642379 |
| 2459821 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.433047 | 2.873346 | 4.978774 | 5.492063 | 1.759841 | 1.887078 | -1.642215 | -1.810884 | 0.7963 | 0.5982 | 0.5283 | 5.591053 | 5.203886 |
| 2459820 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.767217 | 1.406291 | 5.863985 | 5.663937 | 7.720127 | 2.459588 | -0.288660 | -1.287972 | 0.7557 | 0.6740 | 0.4430 | 4.692822 | 4.935374 |
| 2459817 | digital_ok | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 0.00% | 2.882444 | 1.894961 | 3.925535 | 3.706619 | 3.616925 | 2.838962 | -0.787475 | -0.791969 | 0.7996 | 0.6352 | 0.5263 | 1.911886 | 1.684048 |
| 2459816 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.834542 | 1.218014 | 5.347671 | 4.228469 | 5.006655 | 3.066430 | -0.676319 | -1.102527 | 0.8493 | 0.5927 | 0.5975 | 4.426738 | 4.187427 |
| 2459815 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.575080 | 1.625580 | 4.506063 | 3.781480 | 5.184006 | 3.775781 | -1.242848 | -1.124100 | 0.8060 | 0.6699 | 0.5158 | 5.083047 | 5.274326 |
| 2459814 | digital_ok | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | digital_ok | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.541582 | 4.649078 | 4.741199 | 4.962308 | 12.024689 | 10.652223 | -0.453702 | -0.975268 | 0.7745 | 0.7065 | 0.4284 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 65.674176 | 23.082248 | 20.337002 | 65.674176 | 62.229186 | 19.336940 | 14.090600 | 12.494786 | 16.519604 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 13.308502 | 13.308502 | 11.276035 | 12.615843 | 11.659939 | 9.869477 | 7.965048 | 3.319598 | 1.225372 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 59.132535 | 18.416887 | 15.859855 | 59.132535 | 56.225293 | 10.775550 | 7.859202 | 10.045477 | 4.209879 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 75.712585 | 17.133487 | 14.870956 | 75.712585 | 71.668435 | 30.597408 | 22.038647 | 21.913037 | 7.472612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 62.207994 | 20.856728 | 18.113901 | 62.207994 | 59.348550 | 9.224108 | 6.735442 | 4.447404 | 2.089368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 11.321427 | 11.321427 | 9.494803 | 11.296779 | 10.438409 | 2.017032 | 1.350782 | 4.623612 | 1.842173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 75.230192 | 18.608886 | 16.320045 | 75.230192 | 71.849944 | 15.778171 | 11.554745 | 13.433663 | 7.005179 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 55.180976 | 18.479039 | 21.037263 | 51.688106 | 55.180976 | 29.935190 | 44.096823 | 6.031413 | 11.804332 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 71.732346 | 19.464191 | 22.595902 | 67.749538 | 71.732346 | 13.481554 | 20.749349 | 3.575045 | 11.060534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 37.697335 | 27.496983 | 31.817148 | 35.276841 | 37.697335 | 18.355711 | 27.501217 | 4.356109 | 8.600461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 48.745898 | 20.702037 | 23.677447 | 45.707292 | 48.745898 | 7.374684 | 11.270164 | 2.343982 | 5.066059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 62.553406 | 21.011849 | 18.070655 | 62.553406 | 58.544031 | 31.515391 | 20.302254 | 5.381285 | 2.719774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 66.786059 | 17.202211 | 14.498911 | 66.786059 | 63.124378 | 25.999439 | 18.186686 | 3.127767 | 1.568660 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 50.345479 | 24.474028 | 28.319430 | 47.440277 | 50.345479 | 11.045006 | 18.251421 | 5.113889 | 8.926039 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 50.045702 | 20.613325 | 22.766893 | 47.429931 | 50.045702 | 15.979712 | 23.100610 | 5.994377 | 7.863425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 75.851339 | 22.304365 | 26.017723 | 71.870193 | 75.851339 | 10.943874 | 17.145700 | 4.221099 | 9.615364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 59.981774 | 15.562909 | 18.663192 | 56.403070 | 59.981774 | 5.923497 | 10.050600 | 2.733114 | 5.839415 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 56.726566 | 21.231322 | 17.986451 | 56.726566 | 53.165985 | 11.346878 | 6.815218 | 3.778419 | 2.381233 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 69.251265 | 19.965871 | 24.165186 | 64.698272 | 69.251265 | 15.957774 | 24.077408 | 14.960387 | 13.676201 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 29.055499 | 29.055499 | 24.122932 | 28.388254 | 25.856475 | 13.472319 | 8.402641 | 10.601366 | 4.658406 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 17.687214 | 14.614176 | 17.687214 | 8.187878 | 9.153651 | 3.127101 | 5.224011 | 1.834099 | 4.474020 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 32.636127 | 14.523207 | 17.897548 | 29.534118 | 32.636127 | 12.499040 | 19.084122 | 1.426975 | 3.296008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 13.360104 | 13.360104 | 11.148989 | 9.369622 | 8.240079 | 3.329967 | 2.636432 | 4.139161 | 1.585610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 27.156191 | 12.199482 | 14.677408 | 24.712981 | 27.156191 | 14.903698 | 21.803902 | 1.786339 | 3.492465 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 12.556175 | 10.205199 | 12.556175 | 8.902372 | 10.055241 | 2.350371 | 2.921069 | 0.854579 | 2.401374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | 13.405770 | 13.405770 | 11.094904 | 10.313617 | 9.208651 | 3.065838 | 2.424045 | 4.098259 | 1.608488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Temporal Discontinuties | 14.494435 | 5.219588 | 5.630664 | 2.134513 | 1.538341 | 3.872686 | 0.009864 | 14.494435 | 5.126125 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 25.417648 | 16.483566 | 20.113091 | 23.225246 | 25.417648 | 6.840771 | 12.322249 | 2.767899 | 5.423829 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 26.354313 | 19.833631 | 17.301739 | 26.354313 | 24.279330 | 4.289259 | 2.616631 | 2.210288 | 0.910225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 20.135866 | 18.310327 | 17.389780 | 20.135866 | 18.591335 | 4.255295 | 3.737423 | 5.949490 | 3.288178 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 27.863669 | 17.543541 | 14.403660 | 27.863669 | 25.259488 | 11.133811 | 7.252044 | 5.836944 | 3.065071 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 29.271484 | 13.816869 | 17.701358 | 26.216631 | 29.271484 | 15.779585 | 20.049873 | 16.674647 | 16.448426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 25.920001 | 13.761424 | 20.403151 | 23.114965 | 25.920001 | 10.408912 | 19.874972 | 6.283832 | 18.831946 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 51.187326 | 15.987014 | 19.165618 | 46.609552 | 51.187326 | 7.196508 | 13.040229 | 3.643194 | 8.303026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 33.287775 | 17.077771 | 14.426500 | 33.287775 | 29.951169 | 21.888279 | 14.355314 | 4.205067 | 1.242887 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 31.414819 | 19.668292 | 16.597362 | 31.414819 | 27.972391 | 28.071034 | 21.629479 | 1.624866 | 0.120008 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 36.343318 | 26.055186 | 28.489655 | 33.915947 | 36.343318 | 21.851918 | 21.191096 | 3.828109 | 4.726425 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Temporal Variability | 70.800352 | 20.273842 | 18.171695 | 16.687280 | 15.322210 | 70.800352 | 64.382277 | -0.096480 | 0.037918 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 1.212265 | 1.209421 | 0.680139 | 1.134739 | 1.212265 | 1.008307 | 0.314623 | -0.650405 | -2.263332 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 14.500012 | 0.247763 | 0.999081 | 14.114862 | 14.500012 | 3.669921 | 4.975380 | 11.271941 | 12.999624 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Temporal Variability | 31.219233 | 20.016918 | 16.664051 | 19.562857 | 18.011575 | 31.219233 | 21.465975 | -0.096987 | 0.106256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 2.177874 | 0.057206 | 0.331087 | 1.998812 | 2.177874 | -0.458385 | 0.561404 | -1.492391 | -0.623265 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 3.258206 | 0.712300 | 0.796120 | 3.211283 | 3.258206 | 0.004896 | 2.213129 | -1.751848 | -0.358469 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 3.568242 | 1.053550 | 0.660086 | 3.441466 | 3.568242 | 1.142015 | -0.812564 | -0.934431 | -1.358033 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 18.232628 | 1.706109 | 0.155805 | 18.232628 | 17.566711 | 6.364690 | 4.960690 | -0.509843 | -1.923339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 5.508717 | 1.768332 | 0.851405 | 5.508717 | 5.461893 | 3.426457 | 0.961183 | -1.067331 | -1.981150 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 5.302716 | 0.849415 | 1.640250 | 5.302716 | 5.249329 | 0.600922 | 1.981477 | -1.526467 | -0.513071 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Temporal Variability | 4.446967 | 1.017515 | 1.654793 | 4.289003 | 4.172508 | 2.379093 | 4.446967 | -2.301147 | -1.547389 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 7.079434 | 1.261838 | 1.046594 | 7.002217 | 7.079434 | 1.434016 | 0.396057 | 0.945010 | -0.726477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Temporal Variability | 6.737155 | 1.230287 | 2.049196 | 6.291068 | 6.040814 | 3.667565 | 6.737155 | -1.584958 | -1.150888 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 4.078068 | 1.105408 | 1.750120 | 4.078068 | 3.895990 | 1.259878 | 2.311273 | -1.012591 | -0.868477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 5.094955 | -0.122216 | 0.945873 | 4.880797 | 5.094955 | -0.798067 | -1.270677 | -0.357337 | -0.866763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 5.516737 | 2.307048 | 3.293578 | 5.516737 | 5.183036 | 5.092739 | 4.995661 | -1.536233 | -1.095148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 5.745628 | 2.840545 | 1.786963 | 5.677866 | 5.745628 | 4.272387 | 3.085362 | -0.919780 | -1.012424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Power | 5.492063 | 2.873346 | 3.433047 | 5.492063 | 4.978774 | 1.887078 | 1.759841 | -1.810884 | -1.642215 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Temporal Variability | 7.720127 | 1.767217 | 1.406291 | 5.863985 | 5.663937 | 7.720127 | 2.459588 | -0.288660 | -1.287972 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 3.925535 | 2.882444 | 1.894961 | 3.925535 | 3.706619 | 3.616925 | 2.838962 | -0.787475 | -0.791969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Power | 5.347671 | 1.218014 | 1.834542 | 4.228469 | 5.347671 | 3.066430 | 5.006655 | -1.102527 | -0.676319 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Temporal Variability | 5.184006 | 1.625580 | 2.575080 | 3.781480 | 4.506063 | 3.775781 | 5.184006 | -1.124100 | -1.242848 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | N07 | digital_ok | ee Temporal Variability | 12.024689 | 4.649078 | 4.541582 | 4.962308 | 4.741199 | 10.652223 | 12.024689 | -0.975268 | -0.453702 |